A collection of 500+ real-world ML & LLM system design case studies from 100+ companies. Learn how top tech firms implement GenAI in production.

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收集大语言模型的学习路径和各种最佳实践

DeNA社内で実施したLLM勉強会の資料とソースコード

Automatically generate Anki Flashcards from your PDF files with LLM (ChatGPT in this case) to help you study.

[ICCVW 25] LLaVA-MORE: A Comparative Study of LLMs and Visual Backbones for Enhanced Visual Instruction Tuning

We present the first systematic study on the scaling property of raw agents instantiated by LLMs. We find that performance scales with the increase in the number of agents, using the simple(st) way of sampling and voting. Our method is called Agent Forest, as a tribute to the classic Random Forest.

Code for studying the super weight in LLM

Automated red-team toolkit for stress-testing LLM defences - Vector Attacks on LLMs (Gendalf Case Study)

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[ICML'25] Our study systematically investigates massive values in LLMs' attention mechanisms. First, we observe massive values are concentrated in low-frequency dimensions across different attention heads exclusively in attention queries (Q) and keys (K) while absent in values (V).

This is a repo for studying the application of LLM Agents on Games

[COLM'25] A Controlled Study on Long Context Extension and Generalization in LLMs

[NeurIPS 2024] Can LLMs Learn by Teaching for Better Reasoning? A Preliminary Study

Useful resources for LLM-based Diarization and Transcription.

The purpose of the study is to automate the analysis of scientific and educational documents in the context of research works using LLM

GenerativeAI, LLM, RAG, and LangChain technical Bootcamp including use cases, case studies, and the GenerativeAI app deployment implementation. 5 sectors → Energy, Healthcare, Finance, EdTech, Supply chain, and Law Enforcement.

Official implementation of "Steering LLM Reasoning Through Bias-Only Adaptation" and "Small Vectors, Big Effects: A Mechanistic Study of RL-Induced Reasoning via Steering Vectors"

repository for documents and studies about closed domain question and answering with LLM

"Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-Bases" by Jiarui Li and Ye Yuan and Zehua Zhang

Trending projects & awesome papers about data-centric llm studies.

Build RL+LLM multi-agent simulations in game engines for realistic human behaviors and studying cities

Study of the optimization of chatbot behavior based on LLMs in the face of inappropriate behaviors in French conversations using semantic analysis

Some materials collected during personal study of AI LLM such as ChatGPT, including a series of prompts with good performance on the internet. 个人学习 chatGPT 等 AI 大模型过程中收集的资料

Personal website for studying LLMs

A public repository going to study how we can leverage LLMs as tools to improve our academic writing.

Do you want to learn AI Security but don't know where to start ? Take a look at this map.

Make open-weight LLM agents play the game "Among Us", and study how the models learn and express lying and deception in the game.

H&M Seasonal Campaign Sentiment Analysis – Case Study & Replication Package for BUS2503 / AI for Business using KNIME, Python, and LLM ChatGPT as a co‑tutor.

A specialized LLM for study search, study screening, and data extraction from medical literature.